August 3 to 7 Subset Profile Report

Dataset statistics

Number of variables	15
Number of observations	65993
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	11.1 MiB
Average record size in memory	176.2 B

Variable types

DateTime	1
Numeric	10
Categorical	1
Unsupported	3

Alerts

`Current` is highly correlated with `Voltage` and 2 other fields	High correlation
`Voltage` is highly correlated with `Current` and 2 other fields	High correlation
`Power` is highly correlated with `Current` and 2 other fields	High correlation
`Elevation` is highly correlated with `Odometer`	High correlation
`Odometer` is highly correlated with `Elevation`	High correlation
`Acceleration` is highly correlated with `Current` and 2 other fields	High correlation
`Grade` is highly correlated with `Angle`	High correlation
`Angle` is highly correlated with `Grade`	High correlation
`Current` is highly correlated with `Voltage` and 2 other fields	High correlation
`Voltage` is highly correlated with `Current` and 1 other fields	High correlation
`Power` is highly correlated with `Current` and 2 other fields	High correlation
`Acceleration` is highly correlated with `Current` and 1 other fields	High correlation
`Grade` is highly correlated with `Angle`	High correlation
`Angle` is highly correlated with `Grade`	High correlation
`Current` is highly correlated with `Power` and 1 other fields	High correlation
`Power` is highly correlated with `Current` and 1 other fields	High correlation
`Acceleration` is highly correlated with `Current` and 1 other fields	High correlation
`Grade` is highly correlated with `Angle`	High correlation
`Angle` is highly correlated with `Grade`	High correlation
`Current` is highly correlated with `Voltage` and 3 other fields	High correlation
`Voltage` is highly correlated with `Current` and 3 other fields	High correlation
`Power` is highly correlated with `Current` and 3 other fields	High correlation
`Elevation` is highly correlated with `Odometer` and 2 other fields	High correlation
`Speed` is highly correlated with `Current` and 1 other fields	High correlation
`Odometer` is highly correlated with `Voltage` and 3 other fields	High correlation
`Temperature` is highly correlated with `Elevation` and 2 other fields	High correlation
`Acceleration` is highly correlated with `Current` and 2 other fields	High correlation
`Grade` is highly correlated with `Angle`	High correlation
`Angle` is highly correlated with `Grade`	High correlation
`Day` is highly correlated with `Elevation` and 2 other fields	High correlation
`DateTime` has unique values	Unique
`Hour` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`30Min` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`1Min` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Speed` has 1133 (1.7%) zeros	Zeros
`Acceleration` has 879 (1.3%) zeros	Zeros

Reproduction

Analysis started	2022-03-23 18:38:32.254059
Analysis finished	2022-03-23 18:39:00.071422
Duration	27.82 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

DateTime
Date

UNIQUE

Distinct	65993
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	515.7 KiB

Minimum	2020-08-03 08:56:49
Maximum	2020-08-07 22:03:59

Histogram

Histogram with fixed size bins (bins=50)

Current
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	7767
Distinct (%)	11.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.13724031

Minimum	-444.3
Maximum	506.2
Zeros	19
Zeros (%)	< 0.1%
Negative	26209
Negative (%)	39.7%
Memory size	515.7 KiB

Quantile statistics

Minimum	-444.3
5-th percentile	-209
Q1	-73.5
median	31.3
Q3	136
95-th percentile	302.34
Maximum	506.2
Range	950.5
Interquartile range (IQR)	209.5

Descriptive statistics

Standard deviation	158.7174993
Coefficient of variation (CV)	4.789701792
Kurtosis	-0.2333289263
Mean	33.13724031
Median Absolute Deviation (MAD)	104.7
Skewness	0.0041588751
Sum	2186825.9
Variance	25191.24459
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.3	80	0.1%
4.2	76	0.1%
4.1	76	0.1%
3.4	57	0.1%
3.6	56	0.1%
3.9	55	0.1%
4.4	54	0.1%
3.5	51	0.1%
4.5	50	0.1%
4	50	0.1%
Other values (7757)	65388	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-444.3	1	< 0.1%
-442.7	1	< 0.1%
-435.3	1	< 0.1%
-434.2	1	< 0.1%
-432.7	1	< 0.1%
-427.5	1	< 0.1%
-426.5	1	< 0.1%
-425.3	1	< 0.1%
-425.2	1	< 0.1%
-424.7	1	< 0.1%

Value	Count	Frequency (%)
506.2	1	< 0.1%
494.5	1	< 0.1%
493	1	< 0.1%
492.4	1	< 0.1%
492.3	1	< 0.1%
483.9	1	< 0.1%
467.9	1	< 0.1%
464.6	1	< 0.1%
463.6	1	< 0.1%
463	1	< 0.1%

Voltage
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	41
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	507.5707272

Minimum	483
Maximum	523
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	515.7 KiB

Quantile statistics

Minimum	483
5-th percentile	497
Q1	504
median	508
Q3	512
95-th percentile	517
Maximum	523
Range	40
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.965492725
Coefficient of variation (CV)	0.01175302752
Kurtosis	0.1528696565
Mean	507.5707272
Median Absolute Deviation (MAD)	4
Skewness	-0.4224768134
Sum	33496115
Variance	35.58710345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
510	5239	7.9%
508	4942	7.5%
512	4632	7.0%
506	4361	6.6%
509	3957	6.0%
511	3608	5.5%
504	3580	5.4%
507	3549	5.4%
505	3207	4.9%
514	2896	4.4%
Other values (31)	26022	39.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
483	4	< 0.1%
484	35	0.1%
485	31	< 0.1%
486	51	0.1%
487	49	0.1%
488	59	0.1%
489	74	0.1%
490	98	0.1%
491	121	0.2%
492	241	0.4%

Value	Count	Frequency (%)
523	7	< 0.1%
522	94	0.1%
521	125	0.2%
520	265	0.4%
519	455	0.7%
518	1279	1.9%
517	1320	2.0%
516	2249	3.4%
515	2046	3.1%
514	2896	4.4%

Power
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	45791
Distinct (%)	69.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.28955887

Minimum	-223.3089
Maximum	253.6062
Zeros	19
Zeros (%)	< 0.1%
Negative	26209
Negative (%)	39.7%
Memory size	515.7 KiB

Quantile statistics

Minimum	-223.3089
5-th percentile	-107.01856
Q1	-37.485
median	15.9317
Q3	68.6907
95-th percentile	151.66342
Maximum	253.6062
Range	476.9151
Interquartile range (IQR)	106.1757

Descriptive statistics

Standard deviation	80.35341202
Coefficient of variation (CV)	4.932816946
Kurtosis	-0.2344643565
Mean	16.28955887
Median Absolute Deviation (MAD)	53.0659
Skewness	-0.02900757536
Sum	1074996.858
Variance	6456.670823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.142	22	< 0.1%
0	19	< 0.1%
2.1378	15	< 0.1%
2.091	14	< 0.1%
2.1887	13	< 0.1%
2.0951	13	< 0.1%
1.854	12	< 0.1%
2.193	11	< 0.1%
10.3124	11	< 0.1%
2.244	10	< 0.1%
Other values (45781)	65853	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-223.3089	1	< 0.1%
-223.1208	1	< 0.1%
-222.7446	1	< 0.1%
-222.4078	1	< 0.1%
-222.15	1	< 0.1%
-219.221	1	< 0.1%
-218.88	1	< 0.1%
-217.4464	1	< 0.1%
-216.9594	1	< 0.1%
-216.394	1	< 0.1%

Value	Count	Frequency (%)
253.6062	1	< 0.1%
247.486	1	< 0.1%
247.25	1	< 0.1%
246.2	1	< 0.1%
243.6885	1	< 0.1%
242.9178	1	< 0.1%
234.4179	1	< 0.1%
231.8	1	< 0.1%
231.795	1	< 0.1%
231.2352	1	< 0.1%

Elevation
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	985
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.23586744

Minimum	30.8
Maximum	134.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	515.7 KiB

Quantile statistics

Minimum	30.8
5-th percentile	32.3
Q1	41.9
median	60
Q3	68.3
95-th percentile	107.8
Maximum	134.1
Range	103.3
Interquartile range (IQR)	26.4

Descriptive statistics

Standard deviation	22.79190238
Coefficient of variation (CV)	0.3721985714
Kurtosis	-0.003063006481
Mean	61.23586744
Median Absolute Deviation (MAD)	13.6
Skewness	0.809988664
Sum	4041138.6
Variance	519.4708141
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34.3	1206	1.8%
41.9	928	1.4%
31.2	688	1.0%
65.5	678	1.0%
34.5	608	0.9%
65.4	571	0.9%
31.3	569	0.9%
31.1	551	0.8%
40.4	521	0.8%
59.8	489	0.7%
Other values (975)	59184	89.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.8	3	< 0.1%
30.9	163	0.2%
31	427	0.6%
31.1	551	0.8%
31.2	688	1.0%
31.3	569	0.9%
31.4	184	0.3%
31.5	224	0.3%
31.6	83	0.1%
31.7	53	0.1%

Value	Count	Frequency (%)
134.1	4	< 0.1%
134	4	< 0.1%
133.9	7	< 0.1%
133.8	3	< 0.1%
133.7	3	< 0.1%
133.6	3	< 0.1%
133.5	4	< 0.1%
133.4	3	< 0.1%
133.3	1	< 0.1%
133.2	10	< 0.1%

Speed
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	92
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.63679481

Minimum	0
Maximum	96
Zeros	1133
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	515.7 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	13
median	25
Q3	37
95-th percentile	50
Maximum	96
Range	96
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	15.01363754
Coefficient of variation (CV)	0.5856284942
Kurtosis	-0.6899789659
Mean	25.63679481
Median Absolute Deviation (MAD)	12
Skewness	0.2165724409
Sum	1691849
Variance	225.4093123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31	1467	2.2%
20	1455	2.2%
16	1439	2.2%
19	1434	2.2%
25	1433	2.2%
17	1423	2.2%
24	1421	2.2%
13	1411	2.1%
27	1399	2.1%
33	1396	2.1%
Other values (82)	51715	78.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1133	1.7%
1	1111	1.7%
2	1063	1.6%
3	996	1.5%
4	1132	1.7%
5	1185	1.8%
6	1112	1.7%
7	1064	1.6%
8	1218	1.8%
9	1264	1.9%

Value	Count	Frequency (%)
96	5	< 0.1%
95	4	< 0.1%
94	2	< 0.1%
93	1	< 0.1%
92	3	< 0.1%
91	2	< 0.1%
90	2	< 0.1%
88	1	< 0.1%
84	2	< 0.1%
82	1	< 0.1%

Odometer
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	7399
Distinct (%)	11.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	137457.3483

Minimum	137084.5
Maximum	137825.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	515.7 KiB

Quantile statistics

Minimum	137084.5
5-th percentile	137122.3
Q1	137269.6
median	137454.5
Q3	137648.5
95-th percentile	137794.2
Maximum	137825.8
Range	741.3
Interquartile range (IQR)	378.9

Descriptive statistics

Standard deviation	218.6505279
Coefficient of variation (CV)	0.001590679077
Kurtosis	-1.250089752
Mean	137457.3483
Median Absolute Deviation (MAD)	189.6
Skewness	0.01645967706
Sum	9071222789
Variance	47808.05336
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
137112.7	41	0.1%
137820.9	34	0.1%
137323.8	33	0.1%
137766.4	32	< 0.1%
137725	31	< 0.1%
137467	31	< 0.1%
137481.7	31	< 0.1%
137730.3	31	< 0.1%
137628.3	31	< 0.1%
137306.8	30	< 0.1%
Other values (7389)	65668	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
137084.5	21	< 0.1%
137084.6	21	< 0.1%
137084.7	8	< 0.1%
137084.8	11	< 0.1%
137084.9	4	< 0.1%
137085	9	< 0.1%
137085.1	3	< 0.1%
137085.2	18	< 0.1%
137085.3	4	< 0.1%
137085.4	5	< 0.1%

Value	Count	Frequency (%)
137825.8	5	< 0.1%
137825.7	12	< 0.1%
137825.6	11	< 0.1%
137825.5	12	< 0.1%
137825.4	15	< 0.1%
137825.3	27	< 0.1%
137825.2	7	< 0.1%
137825.1	9	< 0.1%
137825	8	< 0.1%
137824.9	4	< 0.1%

Temperature
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74.2822269

Minimum	66
Maximum	82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	515.7 KiB

Quantile statistics

Minimum	66
5-th percentile	68
Q1	72
median	74
Q3	77
95-th percentile	80
Maximum	82
Range	16
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.588486517
Coefficient of variation (CV)	0.04830881715
Kurtosis	-0.712787279
Mean	74.2822269
Median Absolute Deviation (MAD)	3
Skewness	-0.03834976419
Sum	4902107
Variance	12.87723548
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
73	7072	10.7%
76	6314	9.6%
74	6188	9.4%
72	6006	9.1%
77	5530	8.4%
75	5173	7.8%
79	5088	7.7%
71	4858	7.4%
78	4629	7.0%
70	4216	6.4%
Other values (7)	10919	16.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
66	580	0.9%
67	1157	1.8%
68	1645	2.5%
69	3174	4.8%
70	4216	6.4%
71	4858	7.4%
72	6006	9.1%
73	7072	10.7%
74	6188	9.4%
75	5173	7.8%

Value	Count	Frequency (%)
82	775	1.2%
81	1551	2.4%
80	2037	3.1%
79	5088	7.7%
78	4629	7.0%
77	5530	8.4%
76	6314	9.6%
75	5173	7.8%
74	6188	9.4%
73	7072	10.7%

Acceleration
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1026
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.06658503531

Minimum	-3.888888889
Maximum	3.055555556
Zeros	879
Zeros (%)	1.3%
Negative	32853
Negative (%)	49.8%
Memory size	515.7 KiB

Quantile statistics

Minimum	-3.888888889
5-th percentile	-1.388888889
Q1	-0.8333333334
median	0
Q3	0.5555555556
95-th percentile	1.388888889
Maximum	3.055555556
Range	6.944444445
Interquartile range (IQR)	1.388888889

Descriptive statistics

Standard deviation	0.8869403167
Coefficient of variation (CV)	-13.3204152
Kurtosis	-0.1393279901
Mean	-0.06658503531
Median Absolute Deviation (MAD)	0.5555555556
Skewness	-0.09272746877
Sum	-4394.146235
Variance	0.7866631254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2777777778	7223	10.9%
-0.2777777778	6321	9.6%
0.5555555556	5931	9.0%
-0.8333333334	5817	8.8%
-0.5555555556	5802	8.8%
0.8333333334	4718	7.1%
-1.111111111	4586	6.9%
1.111111111	3352	5.1%
-1.388888889	2373	3.6%
1.388888889	1962	3.0%
Other values (1016)	17908	27.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.888888889	3	< 0.1%
-3.611111111	6	< 0.1%
-3.333333334	9	< 0.1%
-3.055555556	33	0.1%
-2.916666667	1	< 0.1%
-2.870370371	1	< 0.1%
-2.777777778	71	0.1%
-2.685185185	1	< 0.1%
-2.638888889	3	< 0.1%
-2.569444445	1	< 0.1%

Value	Count	Frequency (%)
3.055555556	7	< 0.1%
2.916666667	1	< 0.1%
2.777777778	18	< 0.1%
2.638888889	1	< 0.1%
2.5	96	0.1%
2.407407408	2	< 0.1%
2.361111111	3	< 0.1%
2.314814815	2	< 0.1%
2.222222222	240	0.4%
2.12962963	3	< 0.1%

Grade
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	215
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05150544606

Minimum	-6.5983104
Maximum	11.00791296
Zeros	221
Zeros (%)	0.3%
Negative	14254
Negative (%)	21.6%
Memory size	515.7 KiB

Quantile statistics

Minimum	-6.5983104
5-th percentile	-0.804672
Q1	0.09656064
median	0.09656064
Q3	0.09656064
95-th percentile	0.83685888
Maximum	11.00791296
Range	17.60622336
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.813591808
Coefficient of variation (CV)	15.79622875
Kurtosis	65.27242703
Mean	0.05150544606
Median Absolute Deviation (MAD)	0
Skewness	2.301082056
Sum	3398.998902
Variance	0.66193163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.09656064	37300	56.5%
-0.38624256	997	1.5%
-0.4828032	888	1.3%
-0.41842944	766	1.2%
0.6437376	702	1.1%
-0.3218688	638	1.0%
0.3218688	504	0.8%
0.19312128	490	0.7%
0.804672	480	0.7%
-0.45061632	447	0.7%
Other values (205)	22781	34.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.5983104	61	0.1%
-6.2764416	44	0.1%
-6.21206784	66	0.1%
-5.66489088	26	< 0.1%
-4.89240576	38	0.1%
-4.53835008	41	0.1%
-4.37741568	42	0.1%
-3.44399616	60	0.1%
-3.28306176	40	0.1%
-3.02556672	63	0.1%

Value	Count	Frequency (%)
11.00791296	58	0.1%
10.55729664	52	0.1%
5.72926464	28	< 0.1%
4.73147136	56	0.1%
3.44399616	57	0.1%
3.25087488	31	< 0.1%
3.18650112	56	0.1%
3.12212736	48	0.1%
2.86463232	17	< 0.1%
2.83244544	26	< 0.1%

Angle
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	215
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02948507043

Minimum	-3.775081113
Maximum	6.28177804
Zeros	221
Zeros (%)	0.3%
Negative	14254
Negative (%)	21.6%
Memory size	515.7 KiB

Quantile statistics

Minimum	-3.775081113
5-th percentile	-0.4610331445
Q1	0.0553251542
median	0.0553251542
Q3	0.0553251542
95-th percentile	0.4794736259
Maximum	6.28177804
Range	10.05685915
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.465451619
Coefficient of variation (CV)	15.78601008
Kurtosis	64.8206058
Mean	0.02948507043
Median Absolute Deviation (MAD)	0
Skewness	2.272306661
Sum	1945.808253
Variance	0.2166452097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0553251542	37300	56.5%
-0.2212995851	997	1.5%
-0.2766237076	888	1.3%
-0.2397410102	766	1.2%
0.3688293813	702	1.1%
-0.1844166011	638	1.0%
0.1844166011	504	0.8%
0.1106502052	490	0.7%
0.4610331445	480	0.7%
-0.2581823857	447	0.7%
Other values (205)	22781	34.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.775081113	61	0.1%
-3.591425098	44	0.1%
-3.554684904	66	0.1%
-3.242278088	26	< 0.1%
-2.800908724	38	0.1%
-2.598500023	41	0.1%
-2.506474304	42	0.1%
-1.972484831	60	0.1%
-1.880380432	40	0.1%
-1.732993369	63	0.1%

Value	Count	Frequency (%)
6.28177804	58	0.1%
6.026561582	52	0.1%
3.27904221	28	< 0.1%
2.708913138	56	0.1%
1.972484831	57	0.1%
1.861958371	31	< 0.1%
1.825113096	56	0.1%
1.788266311	48	0.1%
1.640864678	17	< 0.1%
1.622437907	26	< 0.1%

Day
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

Friday	14199
Thursday	13765
Monday	12850
Wednesday	12649
Tuesday	12530

Length

Max length	9
Median length	7
Mean length	7.182049611
Min length	6

Characters and Unicode

Total characters	473965
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Monday
2nd row	Monday
3rd row	Monday
4th row	Monday
5th row	Monday

Common Values

Value	Count	Frequency (%)
Friday	14199	21.5%
Thursday	13765	20.9%
Monday	12850	19.5%
Wednesday	12649	19.2%
Tuesday	12530	19.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
friday	14199	21.5%
thursday	13765	20.9%
monday	12850	19.5%
wednesday	12649	19.2%
tuesday	12530	19.0%

Most occurring characters

Value	Count	Frequency (%)
d	78642	16.6%
a	65993	13.9%
y	65993	13.9%
s	38944	8.2%
e	37828	8.0%
r	27964	5.9%
T	26295	5.5%
u	26295	5.5%
n	25499	5.4%
F	14199	3.0%
Other values (5)	66313	14.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	407972	86.1%
Uppercase Letter	65993	13.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
d	78642	19.3%
a	65993	16.2%
y	65993	16.2%
s	38944	9.5%
e	37828	9.3%
r	27964	6.9%
u	26295	6.4%
n	25499	6.3%
i	14199	3.5%
h	13765	3.4%

Uppercase Letter

Value	Count	Frequency (%)
T	26295	39.8%
F	14199	21.5%
M	12850	19.5%
W	12649	19.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	473965	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
d	78642	16.6%
a	65993	13.9%
y	65993	13.9%
s	38944	8.2%
e	37828	8.0%
r	27964	5.9%
T	26295	5.5%
u	26295	5.5%
n	25499	5.4%
F	14199	3.0%
Other values (5)	66313	14.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	473965	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
d	78642	16.6%
a	65993	13.9%
y	65993	13.9%
s	38944	8.2%
e	37828	8.0%
r	27964	5.9%
T	26295	5.5%
u	26295	5.5%
n	25499	5.4%
F	14199	3.0%
Other values (5)	66313	14.0%

Hour
Unsupported

REJECTED
UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	515.7 KiB

30Min
Unsupported

REJECTED
UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	515.7 KiB

1Min
Unsupported

REJECTED
UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	515.7 KiB

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	DateTime	Current	Voltage	Power	Elevation	Speed	Odometer	Temperature	Acceleration	Grade	Angle	Day	Hour	30Min	1Min
0	2020-08-03 08:56:49	25.8	515	13.2870	68.7	11	137084.5	75.0	0.000000	0.257495	0.147533	Monday	2020-08-03 08:00	2020-08-03 08:56	2020-08-03 08:56
1	2020-08-03 08:56:50	-5.2	516	-2.6832	68.7	9	137084.5	75.0	-0.555556	0.257495	0.147533	Monday	2020-08-03 08:00	2020-08-03 08:56	2020-08-03 08:56
2	2020-08-03 08:56:53	1.8	515	0.9270	68.7	7	137084.5	75.0	-0.185185	0.257495	0.147533	Monday	2020-08-03 08:00	2020-08-03 08:56	2020-08-03 08:56
3	2020-08-03 08:56:58	27.0	514	13.8780	68.7	9	137084.5	76.0	0.111111	0.257495	0.147533	Monday	2020-08-03 08:00	2020-08-03 08:56	2020-08-03 08:56
4	2020-08-03 08:57:02	14.4	515	7.4160	68.6	8	137084.5	76.0	-0.069444	0.257495	0.147533	Monday	2020-08-03 08:00	2020-08-03 08:57	2020-08-03 08:57
5	2020-08-03 08:57:03	-5.3	514	-2.7242	68.6	7	137084.5	76.0	-0.277778	0.257495	0.147533	Monday	2020-08-03 08:00	2020-08-03 08:57	2020-08-03 08:57
6	2020-08-03 08:57:05	-3.0	516	-1.5480	68.6	5	137084.5	76.0	-0.277778	0.257495	0.147533	Monday	2020-08-03 08:00	2020-08-03 08:57	2020-08-03 08:57
7	2020-08-03 08:57:06	18.2	515	9.3730	68.5	4	137084.5	76.0	-0.277778	0.257495	0.147533	Monday	2020-08-03 08:00	2020-08-03 08:57	2020-08-03 08:57
8	2020-08-03 08:57:08	23.4	514	12.0276	68.5	5	137084.5	76.0	0.138889	0.257495	0.147533	Monday	2020-08-03 08:00	2020-08-03 08:57	2020-08-03 08:57
9	2020-08-03 08:57:17	12.8	516	6.6048	68.5	7	137084.5	76.0	0.061728	0.257495	0.147533	Monday	2020-08-03 08:00	2020-08-03 08:57	2020-08-03 08:57

Last rows

	DateTime	Current	Voltage	Power	Elevation	Speed	Odometer	Temperature	Acceleration	Grade	Angle	Day	Hour	30Min	1Min
65983	2020-08-07 22:03:16	10.2	494	5.0388	68.5	9	137825.7	73.0	-0.277778	0.096561	0.055325	Friday	2020-08-07 22:00	2020-08-07 22:03	2020-08-07 22:03
65984	2020-08-07 22:03:22	33.4	493	16.4662	68.6	6	137825.7	73.0	-0.138889	0.096561	0.055325	Friday	2020-08-07 22:00	2020-08-07 22:03	2020-08-07 22:03
65985	2020-08-07 22:03:23	34.9	493	17.2057	68.7	7	137825.7	73.0	0.277778	0.096561	0.055325	Friday	2020-08-07 22:00	2020-08-07 22:03	2020-08-07 22:03
65986	2020-08-07 22:03:29	6.5	494	3.2110	68.7	9	137825.7	73.0	0.092593	0.096561	0.055325	Friday	2020-08-07 22:00	2020-08-07 22:03	2020-08-07 22:03
65987	2020-08-07 22:03:46	18.7	493	9.2191	68.6	9	137825.7	73.0	0.000000	0.096561	0.055325	Friday	2020-08-07 22:00	2020-08-07 22:03	2020-08-07 22:03
65988	2020-08-07 22:03:51	35.6	493	17.5508	68.5	10	137825.8	73.0	0.055556	0.096561	0.055325	Friday	2020-08-07 22:00	2020-08-07 22:03	2020-08-07 22:03
65989	2020-08-07 22:03:52	36.6	492	18.0072	68.5	11	137825.8	73.0	0.277778	0.096561	0.055325	Friday	2020-08-07 22:00	2020-08-07 22:03	2020-08-07 22:03
65990	2020-08-07 22:03:53	-29.2	494	-14.4248	68.5	9	137825.8	73.0	-0.555556	0.096561	0.055325	Friday	2020-08-07 22:00	2020-08-07 22:03	2020-08-07 22:03
65991	2020-08-07 22:03:54	18.5	494	9.1390	68.5	8	137825.8	73.0	-0.277778	0.096561	0.055325	Friday	2020-08-07 22:00	2020-08-07 22:03	2020-08-07 22:03
65992	2020-08-07 22:03:59	-21.9	494	-10.8186	68.4	8	137825.8	73.0	0.000000	0.096561	0.055325	Friday	2020-08-07 22:00	2020-08-07 22:03	2020-08-07 22:03

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows